메뉴 건너뛰기




Volumn 38, Issue 2, 2011, Pages 1171-1181

Application of machine learning techniques to analyse student interactions and improve the collaboration process

Author keywords

Collaborative learning; Data mining; E learning

Indexed keywords

COLLABORATION PROCESS; COLLABORATIVE ENVIRONMENTS; COLLABORATIVE LEARNING; COMMUNICATION SERVICE; E-LEARNING ENVIRONMENT; MACHINE LEARNING TECHNIQUES; RESEARCH RESULTS; STUDENT COLLABORATION; STUDENT INTERACTIONS; UNSUPERVISED MACHINE LEARNING;

EID: 77957257328     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2010.05.010     Document Type: Conference Paper
Times cited : (56)

References (44)
  • 5
    • 12344272691 scopus 로고    scopus 로고
    • Providing an e-learning platform in a university context? Balancing the organisational frame for application service providing
    • IEEE
    • Bleek, W.-G., & Jackewitz, I. (2004). Providing an e-learning platform in a university context? Balancing the organisational frame for application service providing. In Proceedings of the Hawaii international conference on system sciences, IEEE, 2004.
    • (2004) Proceedings of the Hawaii International Conference on System Sciences 2004
    • Bleek, W.-G.1    Jackewitz, I.2
  • 8
    • 0030211964 scopus 로고    scopus 로고
    • Bagging predictors
    • 101007/BF00058655
    • L. Breiman Bagging predictors Machine Learning 24 2 1996 123 140 10.1007/BF00058655
    • (1996) Machine Learning , vol.24 , Issue.2 , pp. 123-140
    • Breiman, L.1
  • 9
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • L. Breiman Random forests Machine Learning 45 1 2001 5 32
    • (2001) Machine Learning , vol.45 , Issue.1 , pp. 5-32
    • Breiman, L.1
  • 13
    • 44949183509 scopus 로고    scopus 로고
    • Analysis of computer teachers' online discussion forum messages about their occupational problems
    • D. Deryakulu, and S. Olkun Analysis of computer teachers' online discussion forum messages about their occupational problems Educational Technology & Society 10 4 2007 131 142
    • (2007) Educational Technology & Society , vol.10 , Issue.4 , pp. 131-142
    • Deryakulu, D.1    Olkun, S.2
  • 14
    • 14744278261 scopus 로고    scopus 로고
    • Using data mining as a strategy for assessing asynchronous discussion forums
    • L.P. Dringus, and E. Ellis Using data mining as a strategy for assessing asynchronous discussion forums Computers & Education 45 2005 2005 140 160
    • (2005) Computers & Education , vol.45 , Issue.2005 , pp. 140-160
    • Dringus, L.P.1    Ellis, E.2
  • 20
    • 84885029393 scopus 로고    scopus 로고
    • To cognize is to categorize: Cognition is categorization
    • Elsevier, Amsterdam
    • Harnad, S. (2005). To cognize is to categorize: Cognition is categorization. In: Handbook of categorization, Elsevier, Amsterdam.
    • (2005) Handbook of Categorization
    • Harnad, S.1
  • 21
    • 34547188065 scopus 로고    scopus 로고
    • Collaborative behaviour amongst LIS students: A study of attitudes and practices at Loughborough University
    • D.M. Hodgkinson Collaborative behaviour amongst LIS students: A study of attitudes and practices at Loughborough University Education for Information 24 2-3 2006 125 138
    • (2006) Education for Information , vol.24 , Issue.23 , pp. 125-138
    • Hodgkinson, D.M.1
  • 22
    • 77954938363 scopus 로고    scopus 로고
    • Spinning your course into a web classroom-Advantages and challenges
    • August 6-10 Oslo, Norway
    • Hong, W. (2001). Spinning your course into a web classroom-Advantages and challenges. In International conference on engineering education, August 6-10, 2001, Oslo, Norway.
    • (2001) International Conference on Engineering Education 2001
    • Hong, W.1
  • 23
    • 0348223631 scopus 로고    scopus 로고
    • Market segmentation by maximum likelihood clustering using choice elasticities
    • H. Hruschka, W. Fettes, and M. Probst Market segmentation by maximum likelihood clustering using choice elasticities European Journal of Operational Research 154 3 2004 779 786
    • (2004) European Journal of Operational Research , vol.154 , Issue.3 , pp. 779-786
    • Hruschka, H.1    Fettes, W.2    Probst, M.3
  • 26
    • 38149105776 scopus 로고    scopus 로고
    • A contextual user model for web personalization
    • M. Weske, M.-S. Hacid, C. Godart (Eds.)
    • Jrad, Z., Aufaure, M.-A., & Hadjouni. M. (2007). A contextual user model for web personalization. In M. Weske, M.-S. Hacid, C. Godart (Eds.). WISE 2007 Workshops, LNCS, Vol. 4832 (pp. 350-361).
    • (2007) WISE 2007 Workshops, LNCS , vol.4832 , pp. 350-361
    • Jrad, Z.1    Aufaure, M.-A.2    Hadjouni, M.3
  • 27
    • 58049192823 scopus 로고    scopus 로고
    • Discovering genres of online discussion threads via text mining
    • F.-R. Lin, L.-S. Hsieh, and F.-T. Chuang Discovering genres of online discussion threads via text mining Computers & Education 52 2 2009 481 495
    • (2009) Computers & Education , vol.52 , Issue.2 , pp. 481-495
    • Lin, F.-R.1    Hsieh, L.-S.2    Chuang, F.-T.3
  • 29
    • 34247223786 scopus 로고    scopus 로고
    • A rating scheme for assessing the quality of computer-supported collaboration processes
    • A. Meier, H. Spada, and N. Rummel A rating scheme for assessing the quality of computer-supported collaboration processes Computer-Supported Collaborative Learning 2 2006 63 86
    • (2006) Computer-Supported Collaborative Learning , Issue.2 , pp. 63-86
    • Meier, A.1    Spada, H.2    Rummel, N.3
  • 34
    • 56349162269 scopus 로고    scopus 로고
    • Evolutionary algorithms for subgroup discovery in e-learning: A practical application using Moodle data
    • C. Romero, P. González, S. Ventura, M.J. del Jesus, and F. Herrera Evolutionary algorithms for subgroup discovery in e-learning: A practical application using Moodle data Expert Systems with Applications 36 2009 2009 1632 1644
    • (2009) Expert Systems with Applications , vol.36 , Issue.2009 , pp. 1632-1644
    • Romero, C.1    González, P.2    Ventura, S.3    Del Jesus, M.J.4    Herrera, F.5
  • 35
    • 33845663518 scopus 로고    scopus 로고
    • Educational data mining: A survey from 1995 to 2005
    • C. Romero, and S. Ventura Educational data mining: A survey from 1995 to 2005 Expert Systems with Applications 33 2007 2007 135 146
    • (2007) Expert Systems with Applications , vol.33 , Issue.2007 , pp. 135-146
    • Romero, C.1    Ventura, S.2
  • 39
    • 10444230904 scopus 로고    scopus 로고
    • Helping the tutor to manage a collaborative task in a web-based learning environment
    • Santos, O. C., Rodríguez, A., Gaudioso, E., & Boticario, J. G. (2003). Helping the tutor to manage a collaborative task in a web-based learning environment. AIED 2003: Supplementary proceedings (pp. 153-162).
    • (2003) AIED 2003: Supplementary Proceedings , pp. 153-162
    • Santos, O.C.1
  • 40
    • 23044518930 scopus 로고    scopus 로고
    • Integrating association rule mining with relational database systems: Alternatives and implications
    • julio de 2000
    • Sarawagi, S., Thomas, S., & Agrawal, R. (2000). Integrating association rule mining with relational database systems: Alternatives and implications. Data mining and knowledge discovery. Vol. 4, Nos. 2-3/julio de 2000.
    • (2000) Data Mining and Knowledge Discovery , vol.4 , Issue.2-3
    • Sarawagi, S.1    Thomas, S.2    Agrawal, R.3
  • 41
    • 34249907057 scopus 로고    scopus 로고
    • Methodological challenges for collaborative learning research
    • J.-W. Strijbos, and F. Fischer Methodological challenges for collaborative learning research Learning and Instruction 2007 17
    • (2007) Learning and Instruction , pp. 17
    • Strijbos, J.-W.1    Fischer, F.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.